Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1401–1425 of 5035 papers

Title	Date	Tasks	Status
A Compositional Approach to Occlusion in Panoptic Segmentation	Sep 29, 2021	Image Segmentationobject-detection	—Unverified
EUIS-Net: A Convolutional Neural Network for Efficient Ultrasound Image Segmentation	Aug 22, 2024	DecoderImage Segmentation	—Unverified
Chest X-Ray Pneumothorax Segmentation with the Multistep Post-Processing	Jan 25, 2020	Image SegmentationSegmentation	—Unverified
ChebMixer: Efficient Graph Representation Learning with MLP Mixer	Mar 25, 2024	Graph MiningGraph Representation Learning	—Unverified
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis	Dec 4, 2024	Image GenerationImage Segmentation	—Unverified
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars	Aug 27, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net	Jul 21, 2018	Image SegmentationSegmentation	—Unverified
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Chan-Vese Reformulation for Selective Image Segmentation	Nov 21, 2018	Image SegmentationSegmentation	—Unverified
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation	May 30, 2024	Data AugmentationImage Segmentation	—Unverified
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning	Nov 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A Comparison of Nature Inspired Algorithms for Multi-threshold Image Segmentation	May 28, 2014	Image SegmentationSegmentation	—Unverified
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation	Jan 20, 2023	Feature EngineeringGPU	—Unverified
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing	Apr 3, 2025	Image SegmentationSegmentation	—Unverified
Challenge Results Are Not Reproducible	Jul 14, 2023	BenchmarkingImage Segmentation	—Unverified
CGAM: Click-Guided Attention Module for Interactive Pathology Image Segmentation via Backpropagating Refinement	Jul 3, 2023	Image SegmentationInteractive Segmentation	—Unverified
Computing Valid p-values for Image Segmentation by Selective Inference	Jun 3, 2019	Image SegmentationSegmentation	—Unverified
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified
ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation	Sep 27, 2020	AnatomyBreast Cancer Detection	—Unverified
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified
CFFormer: Cross CNN-Transformer Channel Attention and Spatial Feature Fusion for Improved Segmentation of Low Quality Medical Images	Jan 7, 2025	Image SegmentationMedical Image Segmentation	—Unverified
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images	Apr 12, 2025	Image SegmentationSegmentation	—Unverified
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation	Mar 23, 2020	DecoderDeep Learning	—Unverified

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified